{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Software\\Anaconda3\\lib\\site-packages\\sklearn\\ensemble\\weight_boosting.py:29: DeprecationWarning: numpy.core.umath_tests is an internal NumPy module and should not be imported. It will be removed in a future NumPy release.\n",
      "  from numpy.core.umath_tests import inner1d\n",
      "E:\\Software\\Anaconda3\\lib\\site-packages\\sklearn\\cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n",
      "  \"This module will be removed in 0.20.\", DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "# 导入sklearn相关类库\n",
    "# sklearn 不是做神经网络的，是做一些传统的机器学习算法\n",
    "# 比如 逻辑回归，决策树，随机森林\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.cross_validation import KFold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(30697, 25)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>action_type</th>\n",
       "      <th>combined_shot_type</th>\n",
       "      <th>game_event_id</th>\n",
       "      <th>game_id</th>\n",
       "      <th>lat</th>\n",
       "      <th>loc_x</th>\n",
       "      <th>loc_y</th>\n",
       "      <th>lon</th>\n",
       "      <th>minutes_remaining</th>\n",
       "      <th>period</th>\n",
       "      <th>...</th>\n",
       "      <th>shot_type</th>\n",
       "      <th>shot_zone_area</th>\n",
       "      <th>shot_zone_basic</th>\n",
       "      <th>shot_zone_range</th>\n",
       "      <th>team_id</th>\n",
       "      <th>team_name</th>\n",
       "      <th>game_date</th>\n",
       "      <th>matchup</th>\n",
       "      <th>opponent</th>\n",
       "      <th>shot_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>10</td>\n",
       "      <td>20000012</td>\n",
       "      <td>33.9723</td>\n",
       "      <td>167</td>\n",
       "      <td>72</td>\n",
       "      <td>-118.1028</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>12</td>\n",
       "      <td>20000012</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>-157</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.4268</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>35</td>\n",
       "      <td>20000012</td>\n",
       "      <td>33.9093</td>\n",
       "      <td>-101</td>\n",
       "      <td>135</td>\n",
       "      <td>-118.3708</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>43</td>\n",
       "      <td>20000012</td>\n",
       "      <td>33.8693</td>\n",
       "      <td>138</td>\n",
       "      <td>175</td>\n",
       "      <td>-118.1318</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Driving Dunk Shot</td>\n",
       "      <td>Dunk</td>\n",
       "      <td>155</td>\n",
       "      <td>20000012</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         action_type combined_shot_type  game_event_id   game_id      lat  \\\n",
       "0          Jump Shot          Jump Shot             10  20000012  33.9723   \n",
       "1          Jump Shot          Jump Shot             12  20000012  34.0443   \n",
       "2          Jump Shot          Jump Shot             35  20000012  33.9093   \n",
       "3          Jump Shot          Jump Shot             43  20000012  33.8693   \n",
       "4  Driving Dunk Shot               Dunk            155  20000012  34.0443   \n",
       "\n",
       "   loc_x  loc_y       lon  minutes_remaining  period   ...          shot_type  \\\n",
       "0    167     72 -118.1028                 10       1   ...     2PT Field Goal   \n",
       "1   -157      0 -118.4268                 10       1   ...     2PT Field Goal   \n",
       "2   -101    135 -118.3708                  7       1   ...     2PT Field Goal   \n",
       "3    138    175 -118.1318                  6       1   ...     2PT Field Goal   \n",
       "4      0      0 -118.2698                  6       2   ...     2PT Field Goal   \n",
       "\n",
       "          shot_zone_area  shot_zone_basic  shot_zone_range     team_id  \\\n",
       "0          Right Side(R)        Mid-Range        16-24 ft.  1610612747   \n",
       "1           Left Side(L)        Mid-Range         8-16 ft.  1610612747   \n",
       "2   Left Side Center(LC)        Mid-Range        16-24 ft.  1610612747   \n",
       "3  Right Side Center(RC)        Mid-Range        16-24 ft.  1610612747   \n",
       "4              Center(C)  Restricted Area  Less Than 8 ft.  1610612747   \n",
       "\n",
       "            team_name   game_date    matchup opponent  shot_id  \n",
       "0  Los Angeles Lakers  2000-10-31  LAL @ POR      POR        1  \n",
       "1  Los Angeles Lakers  2000-10-31  LAL @ POR      POR        2  \n",
       "2  Los Angeles Lakers  2000-10-31  LAL @ POR      POR        3  \n",
       "3  Los Angeles Lakers  2000-10-31  LAL @ POR      POR        4  \n",
       "4  Los Angeles Lakers  2000-10-31  LAL @ POR      POR        5  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 导入数据集\n",
    "filename = \"data.csv\"\n",
    "raw = pd.read_csv(filename)\n",
    "print(raw.shape)\n",
    "raw.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(25697, 25)\n"
     ]
    }
   ],
   "source": [
    "# 500 for test\n",
    "# 拿到数据后，需要把数据切分成两部分\n",
    "# 下面有大约3w个数据，我们 把大部分划分成 train数据，少部分划分成test数据\n",
    "# shot_made_flag 代表科比投篮有没有进， 其中如果有标签的，代表是训练集，没有数据的就是预测集了。\n",
    "kobe= raw[pd.notnull(raw['shot_made_flag'])]\n",
    "print(kobe.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'lat and lon')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画图操作\n",
    "alpha = 0.02  # aloha表示透明程度\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "\n",
    "# loc_x  和 loc_y\n",
    "# 下面是查看一些指标  loc_x, loc_y, lon, lat分别代表着什么含义\n",
    "# scatter是表示散点图\n",
    "plt.subplot(121)  # 121  表示布局   12：画的东西在 1行2列   1：\n",
    "plt.scatter(kobe.loc_x, kobe.loc_y, color=\"R\", alpha=alpha)\n",
    "plt.title('locx and loc_y')\n",
    "\n",
    "# lat 和 lon  表示经度和维度\n",
    "plt.subplot(122)\n",
    "plt.scatter(kobe.lon, kobe.lat, color='B', alpha=alpha)\n",
    "plt.title('lat and lon')\n",
    "\n",
    "# 下面的图，表示科比投篮位置\n",
    "# 从下面的图可以知道，经纬度  和 xy轴是一个线性相关的特征值，所以我们只需要保留一个即可。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Software\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "E:\\Software\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  # This is added back by InteractiveShellApp.init_path()\n"
     ]
    }
   ],
   "source": [
    "# 下面是进行一些特征转换\n",
    "# 通过 loc_x 和 loc_y  转换成极坐标系  得到 角度 和 距离\n",
    "# 在我们拿到一份数据的时候，首先需要想到的是，特征的提取\n",
    "# 1、首先计算欧式距离\n",
    "raw['dist'] = np.sqrt(raw['loc_x']**2 + raw['loc_y']**2)\n",
    "\n",
    "loc_x_zero = raw['loc_x'] == 0\n",
    "# print(loc_x_zero)\n",
    "raw['angle'] = np.array([0]*len(raw))\n",
    "raw['angle'][~loc_x_zero] = np.arctan(raw['loc_y'][~loc_x_zero] / raw['loc_x'][~loc_x_zero])\n",
    "raw['angle'][loc_x_zero] = np.pi / 2\n",
    "# 最终得到了两个新的特征   dist 和 angle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw['remaining_time'] = raw['minutes_remaining'] * 60 + raw['seconds_remaining']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Jump Shot' 'Driving Dunk Shot' 'Layup Shot' 'Running Jump Shot'\n",
      " 'Reverse Dunk Shot' 'Slam Dunk Shot' 'Driving Layup Shot'\n",
      " 'Turnaround Jump Shot' 'Reverse Layup Shot' 'Tip Shot'\n",
      " 'Running Hook Shot' 'Alley Oop Dunk Shot' 'Dunk Shot'\n",
      " 'Alley Oop Layup shot' 'Running Dunk Shot' 'Driving Finger Roll Shot'\n",
      " 'Running Layup Shot' 'Finger Roll Shot' 'Fadeaway Jump Shot'\n",
      " 'Follow Up Dunk Shot' 'Hook Shot' 'Turnaround Hook Shot' 'Jump Hook Shot'\n",
      " 'Running Finger Roll Shot' 'Jump Bank Shot' 'Turnaround Finger Roll Shot'\n",
      " 'Hook Bank Shot' 'Driving Hook Shot' 'Running Tip Shot'\n",
      " 'Running Reverse Layup Shot' 'Driving Finger Roll Layup Shot'\n",
      " 'Fadeaway Bank shot' 'Pullup Jump shot' 'Finger Roll Layup Shot'\n",
      " 'Turnaround Fadeaway shot' 'Driving Reverse Layup Shot'\n",
      " 'Driving Slam Dunk Shot' 'Step Back Jump shot' 'Turnaround Bank shot'\n",
      " 'Reverse Slam Dunk Shot' 'Floating Jump shot' 'Putback Slam Dunk Shot'\n",
      " 'Running Bank shot' 'Driving Bank shot' 'Driving Jump shot'\n",
      " 'Putback Layup Shot' 'Putback Dunk Shot' 'Running Finger Roll Layup Shot'\n",
      " 'Pullup Bank shot' 'Running Slam Dunk Shot' 'Cutting Layup Shot'\n",
      " 'Driving Floating Jump Shot' 'Running Pull-Up Jump Shot' 'Tip Layup Shot'\n",
      " 'Driving Floating Bank Jump Shot']\n",
      "['Jump Shot' 'Dunk' 'Layup' 'Tip Shot' 'Hook Shot' 'Bank Shot']\n",
      "['2PT Field Goal' '3PT Field Goal']\n",
      "2PT Field Goal    20285\n",
      "3PT Field Goal     5412\n",
      "Name: shot_type, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# unique表示有多少个唯一的值\n",
    "# value_counts 表示次数的统计\n",
    "print(kobe.action_type.unique())\n",
    "print(kobe.combined_shot_type.unique())\n",
    "print(kobe.shot_type.unique())\n",
    "print(kobe.shot_type.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['2000-01', '2001-02', '2002-03', '2003-04', '2004-05', '2005-06',\n",
       "       '2006-07', '2007-08', '2008-09', '2009-10', '2010-11', '2011-12',\n",
       "       '2012-13', '2013-14', '2014-15', '2015-16', '1996-97', '1997-98',\n",
       "       '1998-99', '1999-00'], dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kobe['season'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 97,\n",
       "       98, 99,  0], dtype=int64)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw['season'] = raw['season'].apply(lambda x: int(x.split('-')[1]))\n",
    "raw['season'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1610612747]\n",
      "['Los Angeles Lakers']\n"
     ]
    }
   ],
   "source": [
    "# 查看一下科比的编号和团队名称\n",
    "print(kobe['team_id'].unique())\n",
    "print(kobe['team_name'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>matchup</th>\n",
       "      <th>oppontent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>LAL @ VAN</td>\n",
       "      <td>VAN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>LAL @ VAN</td>\n",
       "      <td>VAN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30661</th>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30662</th>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30663</th>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30665</th>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30666</th>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30667</th>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30669</th>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30670</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30671</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30672</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30673</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30674</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30675</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30676</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30677</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30678</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30679</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30681</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30683</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30684</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30685</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30687</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30688</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30689</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30690</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30691</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30692</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30694</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30695</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30696</th>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25697 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           matchup oppontent\n",
       "1        LAL @ POR       POR\n",
       "2        LAL @ POR       POR\n",
       "3        LAL @ POR       POR\n",
       "4        LAL @ POR       POR\n",
       "5        LAL @ POR       POR\n",
       "6        LAL @ POR       POR\n",
       "8        LAL @ POR       POR\n",
       "9        LAL @ POR       POR\n",
       "10       LAL @ POR       POR\n",
       "11     LAL vs. UTA       UTA\n",
       "12     LAL vs. UTA       UTA\n",
       "13     LAL vs. UTA       UTA\n",
       "14     LAL vs. UTA       UTA\n",
       "15     LAL vs. UTA       UTA\n",
       "17     LAL vs. UTA       UTA\n",
       "18     LAL vs. UTA       UTA\n",
       "20     LAL vs. UTA       UTA\n",
       "21     LAL vs. UTA       UTA\n",
       "22     LAL vs. UTA       UTA\n",
       "23     LAL vs. UTA       UTA\n",
       "24     LAL vs. UTA       UTA\n",
       "25     LAL vs. UTA       UTA\n",
       "26     LAL vs. UTA       UTA\n",
       "27     LAL vs. UTA       UTA\n",
       "28     LAL vs. UTA       UTA\n",
       "29     LAL vs. UTA       UTA\n",
       "30     LAL vs. UTA       UTA\n",
       "31     LAL vs. UTA       UTA\n",
       "38       LAL @ VAN       VAN\n",
       "39       LAL @ VAN       VAN\n",
       "...            ...       ...\n",
       "30661    LAL @ IND       IND\n",
       "30662    LAL @ IND       IND\n",
       "30663    LAL @ IND       IND\n",
       "30665    LAL @ IND       IND\n",
       "30666    LAL @ IND       IND\n",
       "30667    LAL @ IND       IND\n",
       "30669    LAL @ IND       IND\n",
       "30670  LAL vs. IND       IND\n",
       "30671  LAL vs. IND       IND\n",
       "30672  LAL vs. IND       IND\n",
       "30673  LAL vs. IND       IND\n",
       "30674  LAL vs. IND       IND\n",
       "30675  LAL vs. IND       IND\n",
       "30676  LAL vs. IND       IND\n",
       "30677  LAL vs. IND       IND\n",
       "30678  LAL vs. IND       IND\n",
       "30679  LAL vs. IND       IND\n",
       "30681  LAL vs. IND       IND\n",
       "30683  LAL vs. IND       IND\n",
       "30684  LAL vs. IND       IND\n",
       "30685  LAL vs. IND       IND\n",
       "30687  LAL vs. IND       IND\n",
       "30688  LAL vs. IND       IND\n",
       "30689  LAL vs. IND       IND\n",
       "30690  LAL vs. IND       IND\n",
       "30691  LAL vs. IND       IND\n",
       "30692  LAL vs. IND       IND\n",
       "30694  LAL vs. IND       IND\n",
       "30695  LAL vs. IND       IND\n",
       "30696  LAL vs. IND       IND\n",
       "\n",
       "[25697 rows x 2 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 下面数据是科比和哪些球队进行了比赛  matchup：比赛  oppontent: 对手\n",
    "pd.DataFrame({'matchup': kobe.matchup, 'oppontent': kobe.opponent})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'dist and shot_distance')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5))\n",
    "# 查看 dist 和 shot_distance之间的关系\n",
    "plt.scatter(raw.dist, raw.shot_distance, color='blue')\n",
    "plt.title('dist and shot_distance')\n",
    "# 从这里可以看到  dist 和 shot_distance只是取值范围不一样，他们存在着非常强烈的线性相关性。\n",
    "# 所以我们只需要取其中的一个特征就可以了 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Center(C)                11289\n",
      "Right Side Center(RC)     3981\n",
      "Right Side(R)             3859\n",
      "Left Side Center(LC)      3364\n",
      "Left Side(L)              3132\n",
      "Back Court(BC)              72\n",
      "Name: shot_zone_area, dtype: int64\n",
      "6\n"
     ]
    }
   ],
   "source": [
    "gs = kobe.groupby('shot_zone_area')\n",
    "print(kobe['shot_zone_area'].value_counts())\n",
    "print(len(gs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'shot_zone_range')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.cm as cm\n",
    "plt.figure(figsize=(20,10))\n",
    "def scatter_plot_by_category(feat):\n",
    "    alpha = 0.1\n",
    "    gs = kobe.groupby(feat)\n",
    "    cs = cm.rainbow(np.linspace(0, 1, len(gs)))\n",
    "    for g, c in zip(gs, cs):\n",
    "        plt.scatter(g[1].loc_x, g[1].loc_y, color=c, alpha=alpha)\n",
    "\n",
    "# shot_zone_area\n",
    "plt.subplot(131)\n",
    "scatter_plot_by_category('shot_zone_area')\n",
    "plt.title('shot_zone_area')\n",
    "\n",
    "# shot_zone_basic\n",
    "plt.subplot(132)\n",
    "scatter_plot_by_category('shot_zone_basic')\n",
    "plt.title('shot_zone_basic')\n",
    "\n",
    "# shot_zone_range\n",
    "plt.subplot(133)\n",
    "scatter_plot_by_category('shot_zone_range')\n",
    "plt.title('shot_zone_range')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 增加需要删除的字段\n",
    "drops = ['shot_id', 'team_id', 'team_name', 'shot_zone_area', 'shot_zone_range', 'shot_zone_basic', 'matchup', 'lon', 'lat', 'seconds_remaining', \\\n",
    "        'minutes_remaining', 'shot_distance', 'loc_x', 'loc_y', 'game_event_id', 'game_id', 'game_date']\n",
    "\n",
    "for drop in drops:\n",
    "    raw = raw.drop(drop, 1)  # 1：代表删除一列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>action_type</th>\n",
       "      <th>combined_shot_type</th>\n",
       "      <th>period</th>\n",
       "      <th>playoffs</th>\n",
       "      <th>season</th>\n",
       "      <th>shot_made_flag</th>\n",
       "      <th>shot_type</th>\n",
       "      <th>opponent</th>\n",
       "      <th>dist</th>\n",
       "      <th>angle</th>\n",
       "      <th>remaining_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>POR</td>\n",
       "      <td>181.859836</td>\n",
       "      <td>0.407058</td>\n",
       "      <td>627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>POR</td>\n",
       "      <td>157.000000</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>POR</td>\n",
       "      <td>168.600119</td>\n",
       "      <td>-0.928481</td>\n",
       "      <td>465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>POR</td>\n",
       "      <td>222.865430</td>\n",
       "      <td>0.903063</td>\n",
       "      <td>412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Driving Dunk Shot</td>\n",
       "      <td>Dunk</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>POR</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.570796</td>\n",
       "      <td>379</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         action_type combined_shot_type  period  playoffs  season  \\\n",
       "0          Jump Shot          Jump Shot       1         0       1   \n",
       "1          Jump Shot          Jump Shot       1         0       1   \n",
       "2          Jump Shot          Jump Shot       1         0       1   \n",
       "3          Jump Shot          Jump Shot       1         0       1   \n",
       "4  Driving Dunk Shot               Dunk       2         0       1   \n",
       "\n",
       "   shot_made_flag       shot_type opponent        dist     angle  \\\n",
       "0             NaN  2PT Field Goal      POR  181.859836  0.407058   \n",
       "1             0.0  2PT Field Goal      POR  157.000000 -0.000000   \n",
       "2             1.0  2PT Field Goal      POR  168.600119 -0.928481   \n",
       "3             0.0  2PT Field Goal      POR  222.865430  0.903063   \n",
       "4             1.0  2PT Field Goal      POR    0.000000  1.570796   \n",
       "\n",
       "   remaining_time  \n",
       "0             627  \n",
       "1             622  \n",
       "2             465  \n",
       "3             412  \n",
       "4             379  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>combined_shot_type_Bank Shot</th>\n",
       "      <th>combined_shot_type_Dunk</th>\n",
       "      <th>combined_shot_type_Hook Shot</th>\n",
       "      <th>combined_shot_type_Jump Shot</th>\n",
       "      <th>combined_shot_type_Layup</th>\n",
       "      <th>combined_shot_type_Tip Shot</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   combined_shot_type_Bank Shot  combined_shot_type_Dunk  \\\n",
       "0                             0                        0   \n",
       "1                             0                        0   \n",
       "\n",
       "   combined_shot_type_Hook Shot  combined_shot_type_Jump Shot  \\\n",
       "0                             0                             1   \n",
       "1                             0                             1   \n",
       "\n",
       "   combined_shot_type_Layup  combined_shot_type_Tip Shot  \n",
       "0                         0                            0  \n",
       "1                         0                            0  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# one-hot 独热编码\n",
    "# pd.get_dummies  将不重复的值，转换称 独热编码\n",
    "# prefix 表示前缀\n",
    "raw['combined_shot_type'].value_counts()\n",
    "pd.get_dummies(raw['combined_shot_type'], prefix='combined_shot_type')[0:2]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>action_type</th>\n",
       "      <th>combined_shot_type</th>\n",
       "      <th>period</th>\n",
       "      <th>playoffs</th>\n",
       "      <th>season</th>\n",
       "      <th>shot_made_flag</th>\n",
       "      <th>shot_type</th>\n",
       "      <th>opponent</th>\n",
       "      <th>dist</th>\n",
       "      <th>angle</th>\n",
       "      <th>remaining_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>POR</td>\n",
       "      <td>181.859836</td>\n",
       "      <td>0.407058</td>\n",
       "      <td>627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>POR</td>\n",
       "      <td>157.000000</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>POR</td>\n",
       "      <td>168.600119</td>\n",
       "      <td>-0.928481</td>\n",
       "      <td>465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>POR</td>\n",
       "      <td>222.865430</td>\n",
       "      <td>0.903063</td>\n",
       "      <td>412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Driving Dunk Shot</td>\n",
       "      <td>Dunk</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>POR</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.570796</td>\n",
       "      <td>379</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         action_type combined_shot_type  period  playoffs  season  \\\n",
       "0          Jump Shot          Jump Shot       1         0       1   \n",
       "1          Jump Shot          Jump Shot       1         0       1   \n",
       "2          Jump Shot          Jump Shot       1         0       1   \n",
       "3          Jump Shot          Jump Shot       1         0       1   \n",
       "4  Driving Dunk Shot               Dunk       2         0       1   \n",
       "\n",
       "   shot_made_flag       shot_type opponent        dist     angle  \\\n",
       "0             NaN  2PT Field Goal      POR  181.859836  0.407058   \n",
       "1             0.0  2PT Field Goal      POR  157.000000 -0.000000   \n",
       "2             1.0  2PT Field Goal      POR  168.600119 -0.928481   \n",
       "3             0.0  2PT Field Goal      POR  222.865430  0.903063   \n",
       "4             1.0  2PT Field Goal      POR    0.000000  1.570796   \n",
       "\n",
       "   remaining_time  \n",
       "0             627  \n",
       "1             622  \n",
       "2             465  \n",
       "3             412  \n",
       "4             379  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "action_type\n",
      "combined_shot_type\n",
      "shot_type\n",
      "opponent\n",
      "period\n",
      "season\n"
     ]
    }
   ],
   "source": [
    "categorical_vars = ['action_type', 'combined_shot_type', 'shot_type', 'opponent', 'period', 'season']\n",
    "for var in categorical_vars:\n",
    "    print(var)\n",
    "    raw = pd.concat([raw, pd.get_dummies(raw[var], prefix=var)], 1)  # concat是拼接的操作\n",
    "    raw = raw.drop(var, 1) # 删除var"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>playoffs</th>\n",
       "      <th>shot_made_flag</th>\n",
       "      <th>dist</th>\n",
       "      <th>angle</th>\n",
       "      <th>remaining_time</th>\n",
       "      <th>action_type_Alley Oop Dunk Shot</th>\n",
       "      <th>action_type_Alley Oop Layup shot</th>\n",
       "      <th>action_type_Cutting Finger Roll Layup Shot</th>\n",
       "      <th>action_type_Cutting Layup Shot</th>\n",
       "      <th>action_type_Driving Bank shot</th>\n",
       "      <th>...</th>\n",
       "      <th>season_10</th>\n",
       "      <th>season_11</th>\n",
       "      <th>season_12</th>\n",
       "      <th>season_13</th>\n",
       "      <th>season_14</th>\n",
       "      <th>season_15</th>\n",
       "      <th>season_16</th>\n",
       "      <th>season_97</th>\n",
       "      <th>season_98</th>\n",
       "      <th>season_99</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>181.859836</td>\n",
       "      <td>0.407058</td>\n",
       "      <td>627</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>157.000000</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>622</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 130 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   playoffs  shot_made_flag        dist     angle  remaining_time  \\\n",
       "0         0             NaN  181.859836  0.407058             627   \n",
       "1         0             0.0  157.000000 -0.000000             622   \n",
       "\n",
       "   action_type_Alley Oop Dunk Shot  action_type_Alley Oop Layup shot  \\\n",
       "0                                0                                 0   \n",
       "1                                0                                 0   \n",
       "\n",
       "   action_type_Cutting Finger Roll Layup Shot  action_type_Cutting Layup Shot  \\\n",
       "0                                           0                               0   \n",
       "1                                           0                               0   \n",
       "\n",
       "   action_type_Driving Bank shot    ...      season_10  season_11  season_12  \\\n",
       "0                              0    ...              0          0          0   \n",
       "1                              0    ...              0          0          0   \n",
       "\n",
       "   season_13  season_14  season_15  season_16  season_97  season_98  season_99  \n",
       "0          0          0          0          0          0          0          0  \n",
       "1          0          0          0          0          0          0          0  \n",
       "\n",
       "[2 rows x 130 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw[0:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_kobe = raw[pd.notnull(raw['shot_made_flag'])]\n",
    "train_label = train_kobe['shot_made_flag']\n",
    "train_kobe = train_kobe.drop('shot_made_flag', 1)\n",
    "# test_kobe = raw[pd.isnull(raw['shot_made_flag'])]\n",
    "# test_kobe = test_kobe.drop('shot_made_flag', 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import confusion_matrix, log_loss\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  1,   3,  10,  31, 100])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "range_m = np.logspace(0, 2, num=5).astype(int)  # 转换成int类型 \n",
    "range_m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Finding best n_estimators for RandomForestClassifier\n",
      "the number of trees:1\n",
      "Done procession 1 trees (0.828sec)\n",
      "the number of trees:10\n",
      "Done procession 10 trees (4.520sec)\n",
      "the number of trees:100\n",
      "Done procession 100 trees (41.922sec)\n",
      "100 11.918026967960296\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[14.568646560831915, 12.477177595458556, 11.918026967960296]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.cross_validation import KFold\n",
    "\n",
    "print(\"Finding best n_estimators for RandomForestClassifier\")\n",
    "min_score = 100000\n",
    "best_n = 0\n",
    "scores_n = []\n",
    "range_n = np.logspace(0, 2, num=3).astype(int)\n",
    "for n in range_n:\n",
    "    print(\"the number of trees:{0}\".format(n))\n",
    "    t1 = time.time()\n",
    "    \n",
    "    rfc_score = 0\n",
    "    \n",
    "    # 选择随机森林的分类器，传入n，表示多少个树\n",
    "    rfc = RandomForestClassifier(n_estimators=n)\n",
    "    \n",
    "    for train_k, test_k in KFold(len(train_kobe), n_folds=10, shuffle=True):\n",
    "        \n",
    "        # 使用模型 fit 一下数据， 需要传入训练数据和标签数据\n",
    "        rfc.fit(train_kobe.iloc[train_k], train_label.iloc[train_k])\n",
    "        \n",
    "        # 预测新的结果\n",
    "        pred = rfc.predict(train_kobe.iloc[test_k])\n",
    "        \n",
    "        # 对模型进行评测（召回率）\n",
    "        rfc_score += log_loss(train_label.iloc[test_k], pred) / 10\n",
    "    \n",
    "    scores_n.append(rfc_score)\n",
    "    \n",
    "    # 找出最合适的参数\n",
    "    if rfc_score < min_score:\n",
    "        min_score = rfc_score\n",
    "        best_n = n\n",
    "        \n",
    "    t2 = time.time()\n",
    "    print(\"Done procession {0} trees ({1:.3f}sec)\".format(n, t2 - t1))\n",
    "\n",
    "print(best_n, min_score)\n",
    "\n",
    "scores_n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'rang_n' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-26-fcb11d2207a5>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m121\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrang_n\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mscores_n\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'score'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'number of trees'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'rang_n' is not defined"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "plt.subplot(121)\n",
    "plt.plot(rang_n, scores_n)\n",
    "plt.ylabel('score')\n",
    "plt.xlabel('number of trees')\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.plot(range_m, scores_m)\n",
    "plt.ylabel('score')\n",
    "plt.xlabel('max depth')"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Raw Cell Format",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
